Legitimacy and Public Policy: Seeing Beyond Effectiveness, Efficiency, and Performance
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Studies of failure typically assess public policies through the lenses of effectiveness, efficiency, and performance. Here I wish to propose a further dimension to the evaluation and assessment of policy failure—legitimacy. The substantive elements of public policies and the procedural steps taken by authoritative decision makers during the policy cycle affect the perception of policy legitimacy held by both stakeholders and the public. In substantive terms, policy content should align with the dominant attitudes of the affected policy community and, ideally, the broader public. Procedurally, factors such as policy incubation, the emotive appeals deployed to gain support for an initiative, and the processes of stakeholder engagement shape the legitimacy of public policies and the governments who promote them. This argument is based on a comparison of education reform in two Canadian provinces during the 1990s. Governments in Alberta and Ontario pursued common agendas of education reform, but while Alberta achieved success, the Ontario government experienced a series of setbacks and lost the support of education stakeholders and the public. The root of Ontario's failures lies in the realm of legitimacy. These findings highlight the fact that the strategies used for enacting policy change may fail to bring about the necessary consensus among societal actors to sustain a new policy direction and calls attention to our need to better understand how governments can achieve meaningful public participation while still achieving legislative success in an efficient fashion.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it